I designed a blank document (docx) with specific font style (font present on documentserver). But when I get this document and press enter key (new paragraph), font style changes to default values, it doesnt keep the font in document.

The reason of the problem is that the font chosen for the next paragraph differs from the current font in the font style, that you have made. Please choose the same font for every paragraph in the font style to avoid this issue.